Suitable Crops Profile Report

Dataset statistics

Number of variables	17
Number of observations	17000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.2 MiB
Average record size in memory	136.0 B

Variable types

Categorical	8
Numeric	9

Alerts

`N-P-K Ratio` has a high cardinality: 11172 distinct values	High cardinality
`Yield` has a high cardinality: 5004 distinct values	High cardinality
`Temperature` is highly overall correlated with `Rainfall` and 8 other fields	High correlation
`Rainfall` is highly overall correlated with `Temperature` and 7 other fields	High correlation
`pH` is highly overall correlated with `Temperature` and 8 other fields	High correlation
`Light_Hours` is highly overall correlated with `Temperature` and 10 other fields	High correlation
`Light_Intensity` is highly overall correlated with `Temperature` and 6 other fields	High correlation
`Rh` is highly overall correlated with `Rainfall` and 6 other fields	High correlation
`Nitrogen` is highly overall correlated with `Name`	High correlation
`Phosphorus` is highly overall correlated with `pH` and 2 other fields	High correlation
`Potassium` is highly overall correlated with `Temperature` and 8 other fields	High correlation
`Soil_Type` is highly overall correlated with `Rainfall` and 6 other fields	High correlation
`Fertility` is highly overall correlated with `Temperature` and 7 other fields	High correlation
`Photoperiod` is highly overall correlated with `Temperature` and 6 other fields	High correlation
`Category_pH` is highly overall correlated with `Temperature` and 5 other fields	High correlation
`Season` is highly overall correlated with `Name`	High correlation
`Name` is highly overall correlated with `Temperature` and 12 other fields	High correlation
`Yield` is highly imbalanced (53.6%)	Imbalance
`Name` is uniformly distributed	Uniform
`Temperature` has unique values	Unique
`Rainfall` has unique values	Unique
`pH` has unique values	Unique
`Light_Hours` has unique values	Unique
`Light_Intensity` has unique values	Unique
`Rh` has unique values	Unique
`Phosphorus` has unique values	Unique
`Potassium` has unique values	Unique

Reproduction

Analysis started	2024-05-31 20:19:14.127703
Analysis finished	2024-05-31 20:19:38.857708
Duration	24.73 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

Soil_Type
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	132.9 KiB

High	6500
Moderate	4500
Loamy	2500
Sandy Loam	1500
moderate	1000
Other values (2)	1000

Length

Max length	10
Median length	8
Mean length	6.1764706
Min length	4

Characters and Unicode

Total characters	105000
Distinct characters	18
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sandy Loam
2nd row	Sandy Loam
3rd row	Sandy Loam
4th row	Sandy Loam
5th row	Sandy Loam

Common Values

Value	Count	Frequency (%)
High	6500	38.2%
Moderate	4500	26.5%
Loamy	2500	14.7%
Sandy Loam	1500	8.8%
moderate	1000	5.9%
Sandy loam	500	2.9%
Sandy	500	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
high	6500	34.2%
moderate	5500	28.9%
loamy	2500	13.2%
sandy	2500	13.2%
loam	2000	10.5%

Most occurring characters

Value	Count	Frequency (%)
a	12500	11.9%
e	11000	10.5%
o	10000	9.5%
d	8000	7.6%
i	6500	6.2%
H	6500	6.2%
h	6500	6.2%
g	6500	6.2%
r	5500	5.2%
t	5500	5.2%
Other values (8)	26500	25.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	85500	81.4%
Uppercase Letter	17500	16.7%
Space Separator	2000	1.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	12500	14.6%
e	11000	12.9%
o	10000	11.7%
d	8000	9.4%
i	6500	7.6%
h	6500	7.6%
g	6500	7.6%
r	5500	6.4%
t	5500	6.4%
m	5500	6.4%
Other values (3)	8000	9.4%

Uppercase Letter

Value	Count	Frequency (%)
H	6500	37.1%
M	4500	25.7%
L	4000	22.9%
S	2500	14.3%

Space Separator

Value	Count	Frequency (%)
	2000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	103000	98.1%
Common	2000	1.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	12500	12.1%
e	11000	10.7%
o	10000	9.7%
d	8000	7.8%
i	6500	6.3%
H	6500	6.3%
h	6500	6.3%
g	6500	6.3%
r	5500	5.3%
t	5500	5.3%
Other values (7)	24500	23.8%

Common

Value	Count	Frequency (%)
	2000	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	105000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	12500	11.9%
e	11000	10.5%
o	10000	9.5%
d	8000	7.6%
i	6500	6.2%
H	6500	6.2%
h	6500	6.2%
g	6500	6.2%
r	5500	5.2%
t	5500	5.2%
Other values (8)	26500	25.2%

Fertility
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	132.9 KiB

Short Day Period, Day Neutral	8500
High	3500
moderate	1500
Short Day Period	1500
Short Day Period, Day Neutral, Long Day Period	1500

Length

Max length	46
Median length	37.5
Mean length	22.323529
Min length	4

Characters and Unicode

Total characters	379500
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	High
2nd row	High
3rd row	High
4th row	High
5th row	High

Common Values

Value	Count	Frequency (%)
Short Day Period, Day Neutral	8500	50.0%
High	3500	20.6%
moderate	1500	8.8%
Short Day Period	1500	8.8%
Short Day Period, Day Neutral, Long Day Period	1500	8.8%
Day Neutral, Long Day Period	500	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
day	24000	36.1%
period	13500	20.3%
short	11500	17.3%
neutral	10500	15.8%
high	3500	5.3%
long	2000	3.0%
moderate	1500	2.3%

Most occurring characters

Value	Count	Frequency (%)
	49500	13.0%
r	37000	9.7%
a	36000	9.5%
o	28500	7.5%
e	27000	7.1%
D	24000	6.3%
y	24000	6.3%
t	23500	6.2%
i	17000	4.5%
h	15000	4.0%
Other values (12)	98000	25.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	253000	66.7%
Uppercase Letter	65000	17.1%
Space Separator	49500	13.0%
Other Punctuation	12000	3.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	37000	14.6%
a	36000	14.2%
o	28500	11.3%
e	27000	10.7%
y	24000	9.5%
t	23500	9.3%
i	17000	6.7%
h	15000	5.9%
d	15000	5.9%
u	10500	4.2%
Other values (4)	19500	7.7%

Uppercase Letter

Value	Count	Frequency (%)
D	24000	36.9%
P	13500	20.8%
S	11500	17.7%
N	10500	16.2%
H	3500	5.4%
L	2000	3.1%

Space Separator

Value	Count	Frequency (%)
	49500	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	12000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	318000	83.8%
Common	61500	16.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	37000	11.6%
a	36000	11.3%
o	28500	9.0%
e	27000	8.5%
D	24000	7.5%
y	24000	7.5%
t	23500	7.4%
i	17000	5.3%
h	15000	4.7%
d	15000	4.7%
Other values (10)	71000	22.3%

Common

Value	Count	Frequency (%)
	49500	80.5%
,	12000	19.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	379500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	49500	13.0%
r	37000	9.7%
a	36000	9.5%
o	28500	7.5%
e	27000	7.1%
D	24000	6.3%
y	24000	6.3%
t	23500	6.2%
i	17000	4.5%
h	15000	4.0%
Other values (12)	98000	25.8%

Photoperiod
Categorical

HIGH CORRELATION

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	132.9 KiB

Short Day Period	5000
10-10-2010	5000
10:10:10	1500
05-10-2005	1000
75:37.5:37.5	500
Other values (8)	4000

Length

Max length	16
Median length	12
Mean length	11.264706
Min length	7

Characters and Unicode

Total characters	191500
Distinct characters	24
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Short Day Period
2nd row	Short Day Period
3rd row	Short Day Period
4th row	Short Day Period
5th row	Short Day Period

Common Values

Value	Count	Frequency (%)
Short Day Period	5000	29.4%
10-10-2010	5000	29.4%
10:10:10	1500	8.8%
05-10-2005	1000	5.9%
75:37.5:37.5	500	2.9%
5:10:10	500	2.9%
5:10:05	500	2.9%
22:12:13	500	2.9%
8:15:36	500	2.9%
13:13:13	500	2.9%
Other values (3)	1500	8.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
short	5000	18.5%
day	5000	18.5%
period	5000	18.5%
10-10-2010	5000	18.5%
10:10:10	1500	5.6%
05-10-2005	1000	3.7%
75:37.5:37.5	500	1.9%
5:10:10	500	1.9%
5:10:05	500	1.9%
22:12:13	500	1.9%
Other values (5)	2500	9.3%

Most occurring characters

Value	Count	Frequency (%)
0	36500	19.1%
1	26500	13.8%
-	15000	7.8%
o	10000	5.2%
r	10000	5.2%
	10000	5.2%
2	10000	5.2%
:	9000	4.7%
5	6000	3.1%
S	5000	2.6%
Other values (14)	53500	27.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	86500	45.2%
Lowercase Letter	55000	28.7%
Dash Punctuation	15000	7.8%
Uppercase Letter	15000	7.8%
Space Separator	10000	5.2%
Other Punctuation	10000	5.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	10000	18.2%
r	10000	18.2%
h	5000	9.1%
d	5000	9.1%
i	5000	9.1%
e	5000	9.1%
y	5000	9.1%
a	5000	9.1%
t	5000	9.1%

Decimal Number

Value	Count	Frequency (%)
0	36500	42.2%
1	26500	30.6%
2	10000	11.6%
5	6000	6.9%
3	3500	4.0%
6	2000	2.3%
7	1500	1.7%
8	500	0.6%

Uppercase Letter

Value	Count	Frequency (%)
S	5000	33.3%
P	5000	33.3%
D	5000	33.3%

Other Punctuation

Value	Count	Frequency (%)
:	9000	90.0%
.	1000	10.0%

Dash Punctuation

Value	Count	Frequency (%)
-	15000	100.0%

Space Separator

Value	Count	Frequency (%)
	10000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	121500	63.4%
Latin	70000	36.6%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	36500	30.0%
1	26500	21.8%
-	15000	12.3%
	10000	8.2%
2	10000	8.2%
:	9000	7.4%
5	6000	4.9%
3	3500	2.9%
6	2000	1.6%
7	1500	1.2%
Other values (2)	1500	1.2%

Latin

Value	Count	Frequency (%)
o	10000	14.3%
r	10000	14.3%
S	5000	7.1%
h	5000	7.1%
d	5000	7.1%
i	5000	7.1%
e	5000	7.1%
P	5000	7.1%
y	5000	7.1%
a	5000	7.1%
Other values (2)	10000	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	191500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	36500	19.1%
1	26500	13.8%
-	15000	7.8%
o	10000	5.2%
r	10000	5.2%
	10000	5.2%
2	10000	5.2%
:	9000	4.7%
5	6000	3.1%
S	5000	2.6%
Other values (14)	53500	27.9%

N-P-K Ratio
Categorical

HIGH CARDINALITY

Distinct	11172
Distinct (%)	65.7%
Missing	0
Missing (%)	0.0%
Memory size	132.9 KiB

10:10:10	4000
5:10:10	1000
5:14:04	4
9:22:03	3
7:37:47	3
Other values (11167)	11990

Length

Max length	8
Median length	8
Mean length	7.6510588
Min length	7

Characters and Unicode

Total characters	130068
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10379 ?
Unique (%)	61.1%

Sample

1st row	10:10:10
2nd row	10:10:10
3rd row	10:10:10
4th row	10:10:10
5th row	10:10:10

Common Values

Value	Count	Frequency (%)
10:10:10	4000	23.5%
5:10:10	1000	5.9%
5:14:04	4	< 0.1%
9:22:03	3	< 0.1%
7:37:47	3	< 0.1%
18:36:46	3	< 0.1%
22:10:18	3	< 0.1%
10:59:28	3	< 0.1%
0:29:23	3	< 0.1%
13:08:20	3	< 0.1%
Other values (11162)	11975	70.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
10:10:10	4000	23.5%
5:10:10	1000	5.9%
5:14:04	4	< 0.1%
3:08:20	3	< 0.1%
9:32:40	3	< 0.1%
6:26:28	3	< 0.1%
5:18:52	3	< 0.1%
8:03:27	3	< 0.1%
12:49:04	3	< 0.1%
15:34:24	3	< 0.1%
Other values (11162)	11975	70.4%

Most occurring characters

Value	Count	Frequency (%)
:	34000	26.1%
1	27026	20.8%
0	21858	16.8%
2	9932	7.6%
5	8381	6.4%
3	7872	6.1%
4	7396	5.7%
7	3438	2.6%
6	3436	2.6%
8	3386	2.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	96068	73.9%
Other Punctuation	34000	26.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	27026	28.1%
0	21858	22.8%
2	9932	10.3%
5	8381	8.7%
3	7872	8.2%
4	7396	7.7%
7	3438	3.6%
6	3436	3.6%
8	3386	3.5%
9	3343	3.5%

Other Punctuation

Value	Count	Frequency (%)
:	34000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	130068	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
:	34000	26.1%
1	27026	20.8%
0	21858	16.8%
2	9932	7.6%
5	8381	6.4%
3	7872	6.1%
4	7396	5.7%
7	3438	2.6%
6	3436	2.6%
8	3386	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	130068	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
:	34000	26.1%
1	27026	20.8%
0	21858	16.8%
2	9932	7.6%
5	8381	6.4%
3	7872	6.1%
4	7396	5.7%
7	3438	2.6%
6	3436	2.6%
8	3386	2.6%

Temperature
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	17000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	789.19323

Minimum	7.8165889
Maximum	2553.3185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.9 KiB

Quantile statistics

Minimum	7.8165889
5-th percentile	18.182464
Q1	24.703671
median	789.65874
Q3	1148.7923
95-th percentile	1852.416
Maximum	2553.3185
Range	2545.5019
Interquartile range (IQR)	1124.0886

Descriptive statistics

Standard deviation	597.84056
Coefficient of variation (CV)	0.75753382
Kurtosis	-0.75702227
Mean	789.19323
Median Absolute Deviation (MAD)	437.14067
Skewness	0.17903404
Sum	13416285
Variance	357413.34
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.04003128	1	< 0.1%
1013.236139	1	< 0.1%
1022.339262	1	< 0.1%
1064.188845	1	< 0.1%
973.9528951	1	< 0.1%
1004.968663	1	< 0.1%
990.1127187	1	< 0.1%
942.3268484	1	< 0.1%
1046.009864	1	< 0.1%
973.7467293	1	< 0.1%
Other values (16990)	16990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.816588897	1	< 0.1%
8.690023184	1	< 0.1%
10.01686291	1	< 0.1%
10.14237299	1	< 0.1%
10.34066779	1	< 0.1%
11.10325114	1	< 0.1%
11.20294215	1	< 0.1%
11.23693309	1	< 0.1%
11.24321073	1	< 0.1%
11.42717053	1	< 0.1%

Value	Count	Frequency (%)
2553.318516	1	< 0.1%
2481.070128	1	< 0.1%
2460.967189	1	< 0.1%
2430.275328	1	< 0.1%
2424.832371	1	< 0.1%
2407.957071	1	< 0.1%
2402.775059	1	< 0.1%
2385.554267	1	< 0.1%
2382.883441	1	< 0.1%
2381.874806	1	< 0.1%

Rainfall
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	17000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	269.80269

Minimum	3.0383672
Maximum	1587.8441
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.9 KiB

Quantile statistics

Minimum	3.0383672
5-th percentile	4.1354813
Q1	6.3106823
median	6.6871317
Q3	635.41404
95-th percentile	1100.714
Maximum	1587.8441
Range	1584.8057
Interquartile range (IQR)	629.10336

Descriptive statistics

Standard deviation	429.85796
Coefficient of variation (CV)	1.5932308
Kurtosis	-0.052465377
Mean	269.80269
Median Absolute Deviation (MAD)	0.73644495
Skewness	1.2238016
Sum	4586645.7
Variance	184777.87
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
487.3250733	1	< 0.1%
6.055582669	1	< 0.1%
6.251191112	1	< 0.1%
5.791701727	1	< 0.1%
5.890309377	1	< 0.1%
5.769991417	1	< 0.1%
5.90619678	1	< 0.1%
5.913955691	1	< 0.1%
6.054257729	1	< 0.1%
5.708074968	1	< 0.1%
Other values (16990)	16990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.038367156	1	< 0.1%
3.051387011	1	< 0.1%
3.065755465	1	< 0.1%
3.080045544	1	< 0.1%
3.081249358	1	< 0.1%
3.087128863	1	< 0.1%
3.102323383	1	< 0.1%
3.10582515	1	< 0.1%
3.110565826	1	< 0.1%
3.128124361	1	< 0.1%

Value	Count	Frequency (%)
1587.844114	1	< 0.1%
1583.280092	1	< 0.1%
1578.528063	1	< 0.1%
1576.41356	1	< 0.1%
1575.045037	1	< 0.1%
1563.698381	1	< 0.1%
1554.895173	1	< 0.1%
1551.122326	1	< 0.1%
1547.381386	1	< 0.1%
1544.063304	1	< 0.1%

pH
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	17000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.273813

Minimum	4.9086682
Maximum	16.293481
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.9 KiB

Quantile statistics

Minimum	4.9086682
5-th percentile	5.9476157
Q1	6.53736
median	12.023648
Q3	13.037446
95-th percentile	13.695855
Maximum	16.293481
Range	11.384813
Interquartile range (IQR)	6.500086

Descriptive statistics

Standard deviation	3.1688944
Coefficient of variation (CV)	0.30844385
Kurtosis	-1.686657
Mean	10.273813
Median Absolute Deviation (MAD)	1.4318424
Skewness	-0.33196022
Sum	174654.82
Variance	10.041892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.522557831	1	< 0.1%
13.13812111	1	< 0.1%
12.49214993	1	< 0.1%
12.63541853	1	< 0.1%
12.80795811	1	< 0.1%
12.82772683	1	< 0.1%
13.07056563	1	< 0.1%
12.73399696	1	< 0.1%
12.63112677	1	< 0.1%
12.43151874	1	< 0.1%
Other values (16990)	16990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.908668224	1	< 0.1%
5.060424398	1	< 0.1%
5.074020078	1	< 0.1%
5.077365751	1	< 0.1%
5.103282844	1	< 0.1%
5.113744425	1	< 0.1%
5.135914903	1	< 0.1%
5.141645827	1	< 0.1%
5.144757372	1	< 0.1%
5.156359215	1	< 0.1%

Value	Count	Frequency (%)
16.29348099	1	< 0.1%
15.97914268	1	< 0.1%
15.90051245	1	< 0.1%
15.88411817	1	< 0.1%
15.78343873	1	< 0.1%
15.78212733	1	< 0.1%
15.72842653	1	< 0.1%
15.59242559	1	< 0.1%
15.5893546	1	< 0.1%
15.58809081	1	< 0.1%

Light_Hours
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	17000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	297.91633

Minimum	5.7330288
Maximum	1026.6339
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.9 KiB

Quantile statistics

Minimum	5.7330288
5-th percentile	6.8137606
Q1	9.1311838
median	248.93405
Q3	508.98591
95-th percentile	817.62212
Maximum	1026.6339
Range	1020.9009
Interquartile range (IQR)	499.85472

Descriptive statistics

Standard deviation	275.21588
Coefficient of variation (CV)	0.9238026
Kurtosis	-0.65375358
Mean	297.91633
Median Absolute Deviation (MAD)	239.96268
Skewness	0.67809318
Sum	5064577.7
Variance	75743.782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.957984967	1	< 0.1%
266.6742487	1	< 0.1%
221.3760654	1	< 0.1%
256.3818406	1	< 0.1%
248.2142882	1	< 0.1%
230.5299224	1	< 0.1%
247.0168503	1	< 0.1%
231.4837146	1	< 0.1%
259.9598987	1	< 0.1%
239.6336499	1	< 0.1%
Other values (16990)	16990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.733028778	1	< 0.1%
5.96375288	1	< 0.1%
5.982744778	1	< 0.1%
6.035096338	1	< 0.1%
6.039988489	1	< 0.1%
6.055548583	1	< 0.1%
6.118049313	1	< 0.1%
6.119006743	1	< 0.1%
6.119659435	1	< 0.1%
6.121442131	1	< 0.1%

Value	Count	Frequency (%)
1026.633918	1	< 0.1%
1001.545013	1	< 0.1%
995.581332	1	< 0.1%
984.807533	1	< 0.1%
980.7155321	1	< 0.1%
977.54756	1	< 0.1%
975.7297802	1	< 0.1%
975.1516711	1	< 0.1%
971.6586556	1	< 0.1%
969.7277318	1	< 0.1%

Light_Intensity
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	17000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188.804

Minimum	31.016205
Maximum	851.2711
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.9 KiB

Quantile statistics

Minimum	31.016205
5-th percentile	44.215018
Q1	88.291391
median	92.712352
Q3	338.89933
95-th percentile	562.14523
Maximum	851.2711
Range	820.25489
Interquartile range (IQR)	250.60794

Descriptive statistics

Standard deviation	177.70304
Coefficient of variation (CV)	0.94120379
Kurtosis	0.10194782
Mean	188.804
Median Absolute Deviation (MAD)	6.2276678
Skewness	1.2387191
Sum	3209668
Variance	31578.37
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
632.013531	1	< 0.1%
92.64395318	1	< 0.1%
92.82327006	1	< 0.1%
92.52280829	1	< 0.1%
93.70186234	1	< 0.1%
91.20472213	1	< 0.1%
93.36622819	1	< 0.1%
92.10441262	1	< 0.1%
91.61301145	1	< 0.1%
92.35982837	1	< 0.1%
Other values (16990)	16990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
31.01620528	1	< 0.1%
31.0713212	1	< 0.1%
31.08633482	1	< 0.1%
31.32046767	1	< 0.1%
31.40298199	1	< 0.1%
31.46019724	1	< 0.1%
31.51555026	1	< 0.1%
31.72765476	1	< 0.1%
31.74696032	1	< 0.1%
31.81529862	1	< 0.1%

Value	Count	Frequency (%)
851.2710976	1	< 0.1%
812.2731013	1	< 0.1%
805.1010658	1	< 0.1%
804.3248189	1	< 0.1%
798.2941434	1	< 0.1%
793.2642278	1	< 0.1%
789.6126354	1	< 0.1%
787.0514667	1	< 0.1%
783.3224218	1	< 0.1%
781.5103094	1	< 0.1%

Rh
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	17000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.25283

Minimum	40.382485
Maximum	310.9134
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.9 KiB

Quantile statistics

Minimum	40.382485
5-th percentile	51.009775
Q1	67.653446
median	111.70792
Q3	154.78994
95-th percentile	198.78191
Maximum	310.9134
Range	270.53092
Interquartile range (IQR)	87.136491

Descriptive statistics

Standard deviation	55.467886
Coefficient of variation (CV)	0.48127136
Kurtosis	1.4266691
Mean	115.25283
Median Absolute Deviation (MAD)	43.47636
Skewness	1.0313538
Sum	1959298.1
Variance	3076.6864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.62175171	1	< 0.1%
178.8721185	1	< 0.1%
186.7098905	1	< 0.1%
168.8841948	1	< 0.1%
166.3697452	1	< 0.1%
184.1680032	1	< 0.1%
176.9196417	1	< 0.1%
176.1770366	1	< 0.1%
176.8426398	1	< 0.1%
176.8082888	1	< 0.1%
Other values (16990)	16990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40.38248531	1	< 0.1%
40.43995901	1	< 0.1%
40.59643636	1	< 0.1%
40.78700734	1	< 0.1%
41.44855582	1	< 0.1%
41.68929533	1	< 0.1%
41.76914579	1	< 0.1%
41.92490108	1	< 0.1%
41.99350635	1	< 0.1%
42.04021669	1	< 0.1%

Value	Count	Frequency (%)
310.9134025	1	< 0.1%
310.0045308	1	< 0.1%
309.024463	1	< 0.1%
308.2586187	1	< 0.1%
308.2087899	1	< 0.1%
307.265658	1	< 0.1%
307.0978	1	< 0.1%
307.0817122	1	< 0.1%
306.8526662	1	< 0.1%
306.8268244	1	< 0.1%

Nitrogen
Real number (ℝ)

HIGH CORRELATION

Distinct	16999
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.76199

Minimum	19.812274
Maximum	397.72802
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.9 KiB

Quantile statistics

Minimum	19.812274
5-th percentile	33.493843
Q1	54.114753
median	100.83467
Q3	148.0795
95-th percentile	332.74341
Maximum	397.72802
Range	377.91575
Interquartile range (IQR)	93.964747

Descriptive statistics

Standard deviation	81.365462
Coefficient of variation (CV)	0.70286853
Kurtosis	1.4182253
Mean	115.76199
Median Absolute Deviation (MAD)	46.97033
Skewness	1.3343998
Sum	1967953.9
Variance	6620.3384
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
118.6685391	2	< 0.1%
138.8255457	1	< 0.1%
29.30561793	1	< 0.1%
33.35866387	1	< 0.1%
29.19656812	1	< 0.1%
30.01070523	1	< 0.1%
33.26690379	1	< 0.1%
35.63336167	1	< 0.1%
29.68300563	1	< 0.1%
25.71834393	1	< 0.1%
Other values (16989)	16989	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19.81227397	1	< 0.1%
20.64483672	1	< 0.1%
20.65522439	1	< 0.1%
20.87661119	1	< 0.1%
20.98268205	1	< 0.1%
21.04814379	1	< 0.1%
21.05406118	1	< 0.1%
21.08699578	1	< 0.1%
21.14858245	1	< 0.1%
21.21340754	1	< 0.1%

Value	Count	Frequency (%)
397.7280238	1	< 0.1%
390.3577685	1	< 0.1%
389.8645136	1	< 0.1%
388.9105955	1	< 0.1%
387.9390981	1	< 0.1%
384.5037659	1	< 0.1%
383.8978629	1	< 0.1%
383.3720095	1	< 0.1%
383.0744109	1	< 0.1%
383.0493873	1	< 0.1%

Phosphorus
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	17000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	142.89053

Minimum	13.236823
Maximum	477.00284
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.9 KiB

Quantile statistics

Minimum	13.236823
5-th percentile	45.062563
Q1	86.313741
median	134.48448
Q3	198.65566
95-th percentile	245.38173
Maximum	477.00284
Range	463.76601
Interquartile range (IQR)	112.34192

Descriptive statistics

Standard deviation	71.153388
Coefficient of variation (CV)	0.49795733
Kurtosis	-0.0054391353
Mean	142.89053
Median Absolute Deviation (MAD)	51.149177
Skewness	0.56554316
Sum	2429139
Variance	5062.8046
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
165.4874125	1	< 0.1%
224.3804806	1	< 0.1%
228.6030701	1	< 0.1%
229.1924432	1	< 0.1%
229.9615521	1	< 0.1%
223.0155202	1	< 0.1%
229.3995022	1	< 0.1%
235.7265279	1	< 0.1%
225.032261	1	< 0.1%
216.6900574	1	< 0.1%
Other values (16990)	16990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.23682297	1	< 0.1%
15.36988274	1	< 0.1%
15.58144049	1	< 0.1%
16.28096496	1	< 0.1%
16.40208262	1	< 0.1%
16.97727066	1	< 0.1%
17.29087416	1	< 0.1%
17.63065172	1	< 0.1%
17.81170945	1	< 0.1%
17.91985515	1	< 0.1%

Value	Count	Frequency (%)
477.0028373	1	< 0.1%
435.4181763	1	< 0.1%
417.8115731	1	< 0.1%
417.586671	1	< 0.1%
409.4201346	1	< 0.1%
405.0722946	1	< 0.1%
404.4013295	1	< 0.1%
403.2087305	1	< 0.1%
402.4021175	1	< 0.1%
401.9227582	1	< 0.1%

Potassium
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	17000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.926233

Minimum	0.71008109
Maximum	577.93062
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	132.9 KiB

Quantile statistics

Minimum	0.71008109
5-th percentile	2.1961293
Q1	7.0601317
median	17.98645
Q3	125.78686
95-th percentile	302.13776
Maximum	577.93062
Range	577.22054
Interquartile range (IQR)	118.72673

Descriptive statistics

Standard deviation	112.12407
Coefficient of variation (CV)	1.5167021
Kurtosis	5.2252838
Mean	73.926233
Median Absolute Deviation (MAD)	13.201848
Skewness	2.2140175
Sum	1256746
Variance	12571.807
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
339.7452031	1	< 0.1%
8.914419716	1	< 0.1%
7.175068504	1	< 0.1%
7.079378588	1	< 0.1%
6.628401898	1	< 0.1%
8.224105792	1	< 0.1%
7.177859189	1	< 0.1%
9.115489452	1	< 0.1%
8.593476643	1	< 0.1%
8.149366032	1	< 0.1%
Other values (16990)	16990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.7100810882	1	< 0.1%
0.8303608028	1	< 0.1%
0.8575093563	1	< 0.1%
0.8698211768	1	< 0.1%
0.887160667	1	< 0.1%
0.8947396679	1	< 0.1%
0.9291715407	1	< 0.1%
0.929262724	1	< 0.1%
0.9318240701	1	< 0.1%
0.9384698351	1	< 0.1%

Value	Count	Frequency (%)
577.9306215	1	< 0.1%
575.4901503	1	< 0.1%
571.8025448	1	< 0.1%
569.514464	1	< 0.1%
569.067595	1	< 0.1%
565.4592406	1	< 0.1%
562.9906286	1	< 0.1%
562.6452046	1	< 0.1%
561.6756677	1	< 0.1%
561.4696497	1	< 0.1%

Yield
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	5004
Distinct (%)	29.4%
Missing	0
Missing (%)	0.0%
Memory size	132.9 KiB

low_acidic	5810
neutral	3557
acidic	1500
low_alkaline	1133
28.98586919	1
Other values (4999)	4999

Length

Max length	12
Median length	11
Mean length	9.4129412
Min length	6

Characters and Unicode

Total characters	160020
Distinct characters	25
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5000 ?
Unique (%)	29.4%

Sample

1st row	63.20371897
2nd row	61.7722084
3rd row	62.87869779
4th row	60.51065445
5th row	62.05118102

Common Values

Value	Count	Frequency (%)
low_acidic	5810	34.2%
neutral	3557	20.9%
acidic	1500	8.8%
low_alkaline	1133	6.7%
28.98586919	1	< 0.1%
29.64918759	1	< 0.1%
29.52015332	1	< 0.1%
29.45671775	1	< 0.1%
29.23637793	1	< 0.1%
28.98149912	1	< 0.1%
Other values (4994)	4994	29.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
low_acidic	5810	34.2%
neutral	3557	20.9%
acidic	1500	8.8%
low_alkaline	1133	6.7%
31.82367954	1	< 0.1%
62.11884577	1	< 0.1%
62.87869779	1	< 0.1%
60.51065445	1	< 0.1%
62.05118102	1	< 0.1%
60.3529584	1	< 0.1%
Other values (4994)	4994	29.4%

Most occurring characters

Value	Count	Frequency (%)
i	15753	9.8%
c	14620	9.1%
a	13133	8.2%
l	12766	8.0%
d	7310	4.6%
o	6943	4.3%
w	6943	4.3%
_	6943	4.3%
2	6553	4.1%
3	5494	3.4%
Other values (15)	63562	39.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	98652	61.6%
Decimal Number	49425	30.9%
Connector Punctuation	6943	4.3%
Other Punctuation	5000	3.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	15753	16.0%
c	14620	14.8%
a	13133	13.3%
l	12766	12.9%
d	7310	7.4%
o	6943	7.0%
w	6943	7.0%
e	4690	4.8%
n	4690	4.8%
u	3557	3.6%
Other values (3)	8247	8.4%

Decimal Number

Value	Count	Frequency (%)
2	6553	13.3%
3	5494	11.1%
6	5256	10.6%
1	5093	10.3%
5	4884	9.9%
9	4853	9.8%
4	4787	9.7%
8	4583	9.3%
7	4361	8.8%
0	3561	7.2%

Connector Punctuation

Value	Count	Frequency (%)
_	6943	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	5000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	98652	61.6%
Common	61368	38.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	15753	16.0%
c	14620	14.8%
a	13133	13.3%
l	12766	12.9%
d	7310	7.4%
o	6943	7.0%
w	6943	7.0%
e	4690	4.8%
n	4690	4.8%
u	3557	3.6%
Other values (3)	8247	8.4%

Common

Value	Count	Frequency (%)
_	6943	11.3%
2	6553	10.7%
3	5494	9.0%
6	5256	8.6%
1	5093	8.3%
.	5000	8.1%
5	4884	8.0%
9	4853	7.9%
4	4787	7.8%
8	4583	7.5%
Other values (2)	7922	12.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	160020	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	15753	9.8%
c	14620	9.1%
a	13133	8.2%
l	12766	8.0%
d	7310	4.6%
o	6943	4.3%
w	6943	4.3%
_	6943	4.3%
2	6553	4.1%
3	5494	3.4%
Other values (15)	63562	39.7%

Category_pH
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	132.9 KiB

Loamy	8497
low_acidic	3759
Sandy loam	2003
Sandy Loam	1264
neutral	1241

Length

Max length	10
Median length	7
Mean length	7.1985882
Min length	4

Characters and Unicode

Total characters	122376
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	low_acidic
2nd row	low_acidic
3rd row	low_acidic
4th row	low_acidic
5th row	low_acidic

Common Values

Value	Count	Frequency (%)
Loamy	8497	50.0%
low_acidic	3759	22.1%
Sandy loam	2003	11.8%
Sandy Loam	1264	7.4%
neutral	1241	7.3%
Loam	236	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
loamy	8497	41.9%
low_acidic	3759	18.5%
loam	3503	17.3%
sandy	3267	16.1%
neutral	1241	6.1%

Most occurring characters

Value	Count	Frequency (%)
a	20267	16.6%
o	15759	12.9%
m	12000	9.8%
y	11764	9.6%
L	9997	8.2%
c	7518	6.1%
i	7518	6.1%
d	7026	5.7%
l	7003	5.7%
n	4508	3.7%
Other values (8)	19016	15.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	102086	83.4%
Uppercase Letter	13264	10.8%
Connector Punctuation	3759	3.1%
Space Separator	3267	2.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	20267	19.9%
o	15759	15.4%
m	12000	11.8%
y	11764	11.5%
c	7518	7.4%
i	7518	7.4%
d	7026	6.9%
l	7003	6.9%
n	4508	4.4%
w	3759	3.7%
Other values (4)	4964	4.9%

Uppercase Letter

Value	Count	Frequency (%)
L	9997	75.4%
S	3267	24.6%

Connector Punctuation

Value	Count	Frequency (%)
_	3759	100.0%

Space Separator

Value	Count	Frequency (%)
	3267	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	115350	94.3%
Common	7026	5.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	20267	17.6%
o	15759	13.7%
m	12000	10.4%
y	11764	10.2%
L	9997	8.7%
c	7518	6.5%
i	7518	6.5%
d	7026	6.1%
l	7003	6.1%
n	4508	3.9%
Other values (6)	11990	10.4%

Common

Value	Count	Frequency (%)
_	3759	53.5%
	3267	46.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	122376	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	20267	16.6%
o	15759	12.9%
m	12000	9.8%
y	11764	9.6%
L	9997	8.2%
c	7518	6.1%
i	7518	6.1%
d	7026	5.7%
l	7003	5.7%
n	4508	3.7%
Other values (8)	19016	15.5%

Season
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	132.9 KiB

Fall	5604
Spring	5531
Summer	4864
Winter	1001

Length

Max length	6
Median length	6
Mean length	5.3407059
Min length	4

Characters and Unicode

Total characters	90792
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fall
2nd row	Spring
3rd row	Spring
4th row	Spring
5th row	Fall

Common Values

Value	Count	Frequency (%)
Fall	5604	33.0%
Spring	5531	32.5%
Summer	4864	28.6%
Winter	1001	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fall	5604	33.0%
spring	5531	32.5%
summer	4864	28.6%
winter	1001	5.9%

Most occurring characters

Value	Count	Frequency (%)
r	11396	12.6%
l	11208	12.3%
S	10395	11.4%
m	9728	10.7%
i	6532	7.2%
n	6532	7.2%
e	5865	6.5%
F	5604	6.2%
a	5604	6.2%
p	5531	6.1%
Other values (4)	12397	13.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	73792	81.3%
Uppercase Letter	17000	18.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	11396	15.4%
l	11208	15.2%
m	9728	13.2%
i	6532	8.9%
n	6532	8.9%
e	5865	7.9%
a	5604	7.6%
p	5531	7.5%
g	5531	7.5%
u	4864	6.6%

Uppercase Letter

Value	Count	Frequency (%)
S	10395	61.1%
F	5604	33.0%
W	1001	5.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	90792	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	11396	12.6%
l	11208	12.3%
S	10395	11.4%
m	9728	10.7%
i	6532	7.2%
n	6532	7.2%
e	5865	6.5%
F	5604	6.2%
a	5604	6.2%
p	5531	6.1%
Other values (4)	12397	13.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90792	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	11396	12.6%
l	11208	12.3%
S	10395	11.4%
m	9728	10.7%
i	6532	7.2%
n	6532	7.2%
e	5865	6.5%
F	5604	6.2%
a	5604	6.2%
p	5531	6.1%
Other values (4)	12397	13.7%

Name
Categorical

HIGH CORRELATION UNIFORM

Distinct	34
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	132.9 KiB

Tomatoes	500
Figs	500
Apple	500
Orange	500
Pomegranate	500
Other values (29)	14500

Length

Max length	14
Median length	10
Mean length	7.2352941
Min length	4

Characters and Unicode

Total characters	123000
Distinct characters	36
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Tomatoes
2nd row	Tomatoes
3rd row	Tomatoes
4th row	Tomatoes
5th row	Tomatoes

Common Values

Value	Count	Frequency (%)
Tomatoes	500	2.9%
Figs	500	2.9%
Apple	500	2.9%
Orange	500	2.9%
Pomegranate	500	2.9%
Peach	500	2.9%
Blueberry	500	2.9%
Strawberry	500	2.9%
Cherries	500	2.9%
Eggplants	500	2.9%
Other values (24)	12000	70.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tomatoes	500	2.8%
figs	500	2.8%
endive	500	2.8%
cress	500	2.8%
chard	500	2.8%
beet	500	2.8%
arugula	500	2.8%
green	500	2.8%
peas	500	2.8%
broccoli	500	2.8%
Other values (26)	13000	72.2%

Most occurring characters

Value	Count	Frequency (%)
e	16000	13.0%
a	11500	9.3%
r	11000	8.9%
s	7000	5.7%
i	6500	5.3%
o	6000	4.9%
l	6000	4.9%
t	5500	4.5%
p	5500	4.5%
u	4500	3.7%
Other values (26)	43500	35.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	105500	85.8%
Uppercase Letter	16500	13.4%
Space Separator	1000	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	16000	15.2%
a	11500	10.9%
r	11000	10.4%
s	7000	6.6%
i	6500	6.2%
o	6000	5.7%
l	6000	5.7%
t	5500	5.2%
p	5500	5.2%
u	4500	4.3%
Other values (11)	26000	24.6%

Uppercase Letter

Value	Count	Frequency (%)
C	3500	21.2%
P	2500	15.2%
A	1500	9.1%
B	1500	9.1%
S	1000	6.1%
E	1000	6.1%
L	1000	6.1%
K	1000	6.1%
G	1000	6.1%
R	500	3.0%
Other values (4)	2000	12.1%

Space Separator

Value	Count	Frequency (%)
	1000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	122000	99.2%
Common	1000	0.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	16000	13.1%
a	11500	9.4%
r	11000	9.0%
s	7000	5.7%
i	6500	5.3%
o	6000	4.9%
l	6000	4.9%
t	5500	4.5%
p	5500	4.5%
u	4500	3.7%
Other values (25)	42500	34.8%

Common

Value	Count	Frequency (%)
	1000	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	123000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	16000	13.0%
a	11500	9.3%
r	11000	8.9%
s	7000	5.7%
i	6500	5.3%
o	6000	4.9%
l	6000	4.9%
t	5500	4.5%
p	5500	4.5%
u	4500	3.7%
Other values (26)	43500	35.4%

Auto

Heatmap
Table

	Temperature	Rainfall	pH	Light_Hours	Light_Intensity	Rh	Nitrogen	Phosphorus	Potassium	Soil_Type	Fertility	Photoperiod	Category_pH	Season	Name
Temperature	1.000	-0.584	0.654	0.636	-0.632	0.484	-0.486	0.384	-0.757	0.425	0.524	0.538	0.514	0.228	0.623
Rainfall	-0.584	1.000	-0.634	-0.653	0.510	-0.501	0.438	-0.382	0.626	0.578	0.464	0.353	0.468	0.171	0.671
pH	0.654	-0.634	1.000	0.754	-0.639	0.514	-0.394	0.548	-0.605	0.370	0.562	0.470	0.431	0.191	0.600
Light_Hours	0.636	-0.653	0.754	1.000	-0.646	0.517	-0.346	0.515	-0.609	0.469	0.534	0.597	0.515	0.206	0.751
Light_Intensity	-0.632	0.510	-0.639	-0.646	1.000	-0.535	0.183	-0.367	0.591	0.511	0.462	0.332	0.460	0.114	0.469
Rh	0.484	-0.501	0.514	0.517	-0.535	1.000	-0.099	0.385	-0.524	0.447	0.462	0.610	0.427	0.231	0.821
Nitrogen	-0.486	0.438	-0.394	-0.346	0.183	-0.099	1.000	-0.040	0.410	0.417	0.442	0.472	0.338	0.234	0.747
Phosphorus	0.384	-0.382	0.548	0.515	-0.367	0.385	-0.040	1.000	-0.208	0.409	0.374	0.466	0.353	0.207	0.688
Potassium	-0.757	0.626	-0.605	-0.609	0.591	-0.524	0.410	-0.208	1.000	0.632	0.520	0.335	0.472	0.133	0.709
Soil_Type	0.425	0.578	0.370	0.469	0.511	0.447	0.417	0.409	0.632	1.000	0.658	0.504	0.533	0.239	0.999
Fertility	0.524	0.464	0.562	0.534	0.462	0.462	0.442	0.374	0.520	0.658	1.000	0.754	0.524	0.225	0.999
Photoperiod	0.538	0.353	0.470	0.597	0.332	0.610	0.472	0.466	0.335	0.504	0.754	1.000	0.604	0.333	0.999
Category_pH	0.514	0.468	0.431	0.515	0.460	0.427	0.338	0.353	0.472	0.533	0.524	0.604	1.000	0.230	0.842
Season	0.228	0.171	0.191	0.206	0.114	0.231	0.234	0.207	0.133	0.239	0.225	0.333	0.230	1.000	0.605
Name	0.623	0.671	0.600	0.751	0.469	0.821	0.747	0.688	0.709	0.999	0.999	0.999	0.842	0.605	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Soil_Type	Fertility	Photoperiod	N-P-K Ratio	Temperature	Rainfall	pH	Light_Hours	Light_Intensity	Rh	Nitrogen	Phosphorus	Potassium	Yield	Category_pH	Season	Name
0	Sandy Loam	High	Short Day Period	10:10:10	21.040031	487.325073	6.522558	6.957985	632.013531	54.621752	138.825546	165.487413	339.745203	63.20371897	low_acidic	Fall	Tomatoes
1	Sandy Loam	High	Short Day Period	10:10:10	26.488870	504.266109	5.546069	6.837064	554.684016	51.988385	140.493337	163.022717	310.917259	61.7722084	low_acidic	Spring	Tomatoes
2	Sandy Loam	High	Short Day Period	10:10:10	26.080255	517.932176	6.208011	6.524897	544.839341	57.867416	146.952909	169.138527	309.751116	62.87869779	low_acidic	Spring	Tomatoes
3	Sandy Loam	High	Short Day Period	10:10:10	24.915214	481.271518	6.455199	6.580255	390.217747	54.299459	138.305047	153.326427	309.024518	60.51065445	low_acidic	Spring	Tomatoes
4	Sandy Loam	High	Short Day Period	10:10:10	26.567407	486.119339	6.085407	6.344331	627.754487	57.001604	145.647511	159.974655	320.072464	62.05118102	low_acidic	Fall	Tomatoes
5	Sandy Loam	High	Short Day Period	10:10:10	23.847680	513.749269	6.431117	7.115014	420.974368	54.246641	130.570236	161.564887	307.445134	60.3529584	low_acidic	Spring	Tomatoes
6	Sandy Loam	High	Short Day Period	10:10:10	24.534518	498.365122	5.887184	6.798224	528.244555	56.928991	135.641485	151.867730	335.188192	62.96572242	low_acidic	Spring	Tomatoes
7	Sandy Loam	High	Short Day Period	10:10:10	23.277702	488.305386	6.473678	6.463716	607.108526	55.382666	141.960565	160.293696	306.666227	60.84003294	low_acidic	Fall	Tomatoes
8	Sandy Loam	High	Short Day Period	10:10:10	23.213803	452.920647	6.293185	6.789009	380.157444	55.657337	138.366051	161.055477	333.041864	59.55537707	low_acidic	Fall	Tomatoes
9	Sandy Loam	High	Short Day Period	10:10:10	24.706619	481.364021	5.964399	7.492743	506.338432	55.820634	140.946405	161.635292	297.519013	61.05797026	low_acidic	Summer	Tomatoes

	Soil_Type	Fertility	Photoperiod	N-P-K Ratio	Temperature	Rainfall	pH	Light_Hours	Light_Intensity	Rh	Nitrogen	Phosphorus	Potassium	Yield	Category_pH	Season	Name
16990	moderate	Short Day Period, Day Neutral, Long Day Period	10-10-2010	23:10:04	1005.723034	3.257533	13.628329	294.099342	92.928788	108.399910	236.417753	234.553554	6.105020	acidic	Loamy	Summer	plum
16991	moderate	Short Day Period, Day Neutral, Long Day Period	10-10-2010	8:58:24	966.280532	3.481411	13.783428	287.383672	93.560600	108.848441	232.282393	248.861161	6.290038	acidic	Loamy	Summer	plum
16992	moderate	Short Day Period, Day Neutral, Long Day Period	10-10-2010	11:44:27	936.988492	3.500432	12.609734	325.934702	92.904111	123.304621	238.110325	248.191461	5.316284	acidic	Loamy	Summer	plum
16993	moderate	Short Day Period, Day Neutral, Long Day Period	10-10-2010	16:10:05	1011.180517	3.595008	14.085374	318.870348	93.439182	132.543185	236.344536	234.669221	6.481444	acidic	Loamy	Summer	plum
16994	moderate	Short Day Period, Day Neutral, Long Day Period	10-10-2010	7:43:44	1053.824779	3.471088	11.374036	328.414219	93.326291	115.531954	240.840457	227.791026	6.694561	acidic	Loamy	Summer	plum
16995	moderate	Short Day Period, Day Neutral, Long Day Period	10-10-2010	22:37:24	982.656812	3.649674	13.128135	314.765596	92.949162	117.886962	208.918392	228.175670	5.816694	acidic	Loamy	Summer	plum
16996	moderate	Short Day Period, Day Neutral, Long Day Period	10-10-2010	5:31:12	1023.036444	3.087129	12.321330	353.865908	92.720948	121.648026	241.502352	251.770000	6.003023	acidic	Loamy	Summer	plum
16997	moderate	Short Day Period, Day Neutral, Long Day Period	10-10-2010	18:58:21	1017.985019	3.567090	12.602164	329.165489	91.049162	120.002978	212.068106	256.089843	7.150471	acidic	Loamy	Summer	plum
16998	moderate	Short Day Period, Day Neutral, Long Day Period	10-10-2010	9:21:42	1013.287563	3.585047	13.157985	328.068660	92.127418	120.869825	248.331740	233.641791	7.482319	acidic	Loamy	Summer	plum
16999	moderate	Short Day Period, Day Neutral, Long Day Period	10-10-2010	18:19:20	1033.783149	3.757246	12.261236	356.462239	91.780295	132.107441	239.053768	236.762190	6.479093	acidic	Loamy	Summer	plum

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Other Punctuation

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Connector Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks